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行动计划","人工智能数字乡村大模型-4760","2026-10-13T00:08:33.445601Z",{"id":161,"title":162,"url":163,"summary":164,"summary_zh":8,"content":8,"source_name":165,"source_url":8,"published_at":166,"category":167,"cover_url":8,"hotness":13,"is_selected":82,"score":168,"score_detail":169,"sources":175,"tags":177,"primary_topic":179,"secondary_topics":180,"classification":181,"search_phrases":203,"slug":206,"view_count":44,"doi":8,"paper":207,"created_at":216},3252,"具身智能农业机器人关键技术与发展趋势——上海大学苗中华等\"感知-决策-模拟-进化-诊断\"五位一体研究框架","http:\u002F\u002Fwww.qikanzj.com\u002Fhek\u002Fnyjxxb\u002Fmulu\u002F455891.html","智慧农业(中英文)期刊发表上海大学苗中华、朱子煜、张伟、薛振锋、孙腾、张异凡、谢涛、何创新、李楠，山东农业大学苑进，北京市农林科学院赵春江，上海交通大学刘成良团队论文：全球农业智能化转型背景下，传统农业机器人面临非结构化环境、作业对象不确定性及控制参数时变等技术瓶颈，导致农业机器人实用效果差，产业化落地困难。具身智能作为实现通用人工智能的关键路径，为突破上述瓶颈提供了新范式。本文系统阐述具身智能理论驱动的农业机器人技术体系与发展路径，创新性构建\"感知-决策-模拟-进化-诊断\"五位一体研究框架。具身感知聚焦开放环境场景理解、作业目标主动感知及多模态融合感知；具身决策涵盖端到端导航、大模型驱动的机械臂操作及多机协同算法；具身模拟着力于高保真场景重建、生成及虚实迁移技术；具身进化整合无监督学习、强化学习及模仿学习机制；具身诊断构建作业状态监测与质量评估体系。","智慧农业(中英文)·上海大学","2026-09-22T00:00:00Z","论文",91,{"impact":170,"substance":171,"depth":172,"authority":173,"freshness":13,"relevant":19,"comment":174},24,23,19,15,"核心期刊论文，提出具身智能驱动的农业机器人五位一体框架，方法体系新颖、团队权威，对智慧农业技术路线有较强参考价值。",[176],{"name":165,"url":163},[65,127,66,24,178],"多模态感知",{"code":70,"slug":71,"name":72,"path":73,"parent_code":74},[],{"status":77,"locked":14,"version":32,"method":33,"evidence":182},{"candidates":183,"agricultural_evidence":82},[184,188,193,197],{"code":70,"score":17,"supported":82,"title":185,"abstract":186,"tags":187},[66],[66],[66],{"code":146,"score":189,"supported":82,"title":190,"abstract":191,"tags":192},5,[],[129],[127,178],{"code":94,"score":81,"supported":82,"title":194,"abstract":195,"tags":196},[],[65],[65],{"code":198,"score":88,"supported":82,"title":199,"abstract":200,"tags":202},"J3",[],[201],"全球农业",[],[204,205],"上海大学 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五位一体","上海大学苗中华农业机器人-3252",{"doi":8,"openalex_id":8,"authors":208,"venue":8,"cited_by_count":41,"oa_url":8,"card":209,"direction":213,"ingested_from":215},[],{"tldr":210,"method":211,"finding":212,"direction":213,"opportunity":214},"系统阐述具身智能驱动的农业机器人技术体系，提出五位一体研究框架。","构建'感知-决策-模拟-进化-诊断'五位一体框架，综述关键技术。","具身智能可突破非结构化环境等瓶颈，为农业机器人提供新范式。","农业人工智能与决策模型","可探索具身智能在农业非结构化场景的落地验证与虚实迁移效率提升。","agent","2026-09-23T00:04:33.744630Z",{"id":218,"title":219,"url":220,"summary":221,"summary_zh":8,"content":222,"source_name":223,"source_url":8,"published_at":224,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":225,"score_detail":226,"sources":229,"tags":231,"primary_topic":8,"secondary_topics":236,"classification":237,"search_phrases":276,"slug":279,"view_count":266,"doi":8,"paper":8,"created_at":280},3028,"中国农业大学胡树文团队\"五维生态优品\"生产技术亮相WAFI2026","https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inisnnky6596140.shtml","2026世界农业科技创新大会（WAFI2026）9-17至19在北京平谷举办。中国农业大学胡树文教授团队携\"五维生态优品\"生产技术体系亮相大会，整合健康土壤、优良品种、生态种植、绿色防控、智慧农业五大核心要素。在WAFI2026 One Health论坛上胡树文发布\"五维生态优品\"生产技术，来自瑞典、加拿大等国30余位国际嘉宾走进平谷博士农场实地考察。送检的黄瓜、番茄、桃等样品191项农药残留均未检出，农残管控达到欧盟相关水平；改良土壤后油桃、蟠桃可溶性固形物指标较对照地块实现提升。","*   [新浪首页](http:\u002F\u002Fwww.sina.com.cn\u002F)\n*   [新闻](http:\u002F\u002Fnews.sina.com.cn\u002F)\n*   [体育](http:\u002F\u002Fsports.sina.com.cn\u002F)\n*   [财经](http:\u002F\u002Ffinance.sina.com.cn\u002F)\n*   [娱乐](http:\u002F\u002Fent.sina.com.cn\u002F)\n*   [科技](http:\u002F\u002Ftech.sina.com.cn\u002F)\n*   [博客](http:\u002F\u002Fblog.sina.com.cn\u002F)\n*   [图片](http:\u002F\u002Fphoto.sina.com.cn\u002F)\n*   [专栏](http:\u002F\u002Fzhuanlan.sina.com.cn\u002F)\n*   [更多](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inisnnky6596140.shtml#)\n\n*   [汽车](http:\u002F\u002Fauto.sina.com.cn\u002F)[教育](http:\u002F\u002Fedu.sina.com.cn\u002F)[时尚](http:\u002F\u002Ffashion.sina.com.cn\u002F)[女性](http:\u002F\u002Feladies.sina.com.cn\u002F)[星座](http:\u002F\u002Fastro.sina.com.cn\u002F)[健康](http:\u002F\u002Fhealth.sina.com.cn\u002F)\n*   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0.00%)产出的全链条科研实践成果。\n\n大会期间，来自瑞典、加拿大等国30余位国际嘉宾走进平谷博士农场实地考察。胡树文教授团队现场讲解“五维生态优品”技术体系，该体系整合健康土壤、优良品种、生态种植、绿色防控、[智慧农业](https:\u002F\u002Ffinance.sina.com.cn\u002Frealstock\u002Fcompany\u002Fsz000816\u002Fnc.shtml)(2.850, 0.03, 1.06%)五大核心要素。依托这套体系种植产出的果蔬凭借优良风味口感，获得外宾一致好评。\n\n据介绍，“五维生态优品”技术立足多学科交叉优势，以土壤改良为基础，通过土壤诊断、团粒结构改良、有机培肥优化作物根际生长环境；结合区域水土气候条件筛选适配良种；依靠保护性耕作、绿肥覆盖维护农田生态；采用物理、生物手段开展病虫害绿色防控；借助环境监测、精准水肥、数字追溯实现智慧化管理，将食品安全、营养风味、全程可追溯纳入统一生产体系。\n\n品质效果由实测数据佐证。经第三方检测，团队培育的番茄、鲜食玉米、薯类等农产品多项品质指标达到同类产品优等水平。送检的黄瓜、番茄、桃等样品191项农药残留均未检出，农残管控达到欧盟相关水平。在平谷桃园示范地块，改良土壤之后的油桃、蟠桃可溶性固形物指标较对照地块实现提升。\n\n9月19日，在WAFI2026 One Health论坛上，胡树文发布“五维生态优品”生产技术。他表示，优质安全农产品建设应当将质量管控前移至土壤、品种等前端生产环节，打通源头生产和后期检测，为One Health理念在农业领域落地提供实践样本。\n\n![Image 11](https:\u002F\u002Fn.sinaimg.cn\u002Fspider20260920\u002F320\u002Fw640h480\u002F20260920\u002Fa37c-aced59a4dd77ae5dadfcf36bce5a88c6.jpg)\n\n[![Image 12: 广告](https:\u002F\u002Fn.sinaimg.cn\u002Fnews\u002F42f7389d\u002F20190523\u002FJiJin300x250.jpg)](http:\u002F\u002Fsaxn.sina.com.cn\u002Fclick?type=bottom&t=UERQUzAwMDAwMDA0NDA5OQ%3D%3D&url=https%3A%2F%2Ffinance.sina.com.cn%2Fmobile%2Fcomfinanceweb.shtml%3Fsource%3DPDPS000000044099&sign=e32b776cb8255330)\n\n目前，继平谷博士农场之后，团队已在北京大兴搭建第二处“五维”农场，在不使用化学农药条件下实现病虫害有效防控，在控制成本的前提下保障农产品品质，持续验证这套技术在不同区域场景的适配能力。（武玥彤）\n\n![Image 13](http:\u002F\u002Fqr.weibo.cn\u002Finf\u002Fgen?api_key=bdccdb65d34320c10b65cdf6c3503a53&data=https%3A%2F%2Ffinance.sina.cn%2Fapp%2FQRtoSFA.shtml%3Fsudatrackvalue%3Dcaitou_inQRcode_PcBottom%26schema%3Dtype%253D100%26docid%3Dnisnnky6596140%26sinaglobal%3D34.96.49.10_1789949128.206647&datetime=nocheck&level=H&output_type=img&redirect=0&size=100&type=url&sign=847aafea330fa90b77453d3c61568ed4)\n\n海量资讯、精准解读，尽在新浪财经APP\n\n新浪财经声明：此消息系转载自合作媒体，新浪财经登载此文出于传递更多信息之目的，文章内容仅供参考，不构成投资建议。\n\n[![Image 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25](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F05276223a341a120890c84562ccac082.png)开播时间 | 9-19 15:00\n\n##### 吴向东重磅演讲：在葡萄酒的世界里，一起奔富未来\n\n![Image 26](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F0dc26194201f4f4ed389980855e395b5.png)开播时间 | 9-19 15:00\n\n##### 东方证券：指数投资与资产配置\n\n![Image 27](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F02528b1097cdae3f3ce2627c173f46e0.png)开播时间 | 9-19 09:00\n\n##### CMF季度论坛：供强需弱格局下中国固定资产投资增长的动力转换、趋势与应对\n\n![Image 28](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F5378ae7ffd3259f4e53c47d1650f39e5.png)开播时间 | 9-19 08:45\n\n##### 2026清华五道口首席经济学家论坛：林毅夫、朱民、刘元春、姚洋等演讲\n\n![Image 29](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002Fd584b6c2b322316ff5ca684568c61fbc.png)开播时间 | 9-18 16:00\n\n##### 光大证券：本周A股探底回升，AI硬件成领头羊\n\n![Image 30](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F0af3ec4a9209cd1af2928787781e2b70.png)开播时间 | 9-18 15:30\n\n##### 易方达基金 【热点追踪】 算力产业链业绩分化，景气度如何传导？\n\n![Image 31](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002Fd9ae85990a5508784d9461977b001404.png)开播时间 | 9-18 15:30\n\n##### 浦银基金陶阿明：AI应用投资前景展望\n\n![Image 32](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F81131b33cedd74b606e3b0a937322741.png)开播时间 | 9-18 15:20\n\n##### 连麦光大期货：焦煤，油料\n\n![Image 33](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002Fa6f9078c97b29be1fce876955259a102.png)开播时间 | 9-20 20:00\n\n##### 可持续发展焦点对话——比亚迪：如何用科技的力量，勇攀全球新能源车巅峰，实现绿色梦想\n\n![Image 34](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F9b80131b02353efea809e9f5e99f720a.png)开播时间 | 9-20 19:00\n\n##### 华安基金：ETF会客室：美联储加息“靴子”落地，资产如何重新定价？\n\n![Image 35](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F05276223a341a120890c84562ccac082.png)开播时间 | 9-19 15:00\n\n##### 吴向东重磅演讲：在葡萄酒的世界里，一起奔富未来\n\n![Image 36](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F0dc26194201f4f4ed389980855e395b5.png)开播时间 | 9-19 15:00\n\n##### 东方证券：指数投资与资产配置\n\n![Image 37](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F02528b1097cdae3f3ce2627c173f46e0.png)开播时间 | 9-19 09:00\n\n##### CMF季度论坛：供强需弱格局下中国固定资产投资增长的动力转换、趋势与应对\n\n![Image 38](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F5378ae7ffd3259f4e53c47d1650f39e5.png)开播时间 | 9-19 08:45\n\n##### 2026清华五道口首席经济学家论坛：林毅夫、朱民、刘元春、姚洋等演讲\n\n![Image 39](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002Fd584b6c2b322316ff5ca684568c61fbc.png)开播时间 | 9-18 16:00\n\n##### 光大证券：本周A股探底回升，AI硬件成领头羊\n\n![Image 40](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002F0af3ec4a9209cd1af2928787781e2b70.png)开播时间 | 9-18 15:30\n\n##### 易方达基金 【热点追踪】 算力产业链业绩分化，景气度如何传导？\n\n![Image 41](https:\u002F\u002Frls3.cj.sina.com.cn\u002Fproducts\u002F202609\u002Fd9ae85990a5508784d9461977b001404.png)开播时间 | 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[下一个AI超级材料！从传统陶瓷迈向高端制造，这一品质有望迎来类“六氟化钨”时刻！AI芯片关键内存组件，机构预测27年国产需求达3900万颗](https:\u002F\u002Fdaxue.sina.cn\u002Fdetail\u002Fgraphics\u002F54a2c39021ef4ec89125cd681601b84d\u002Fbb8727deb90b)09-20 10:00[机构内参会员专享](https:\u002F\u002Fdaxue.sina.cn\u002Fcolumn\u002F54a2c39021ef4ec89125cd681601b84d)\n*   [历史上美联储加息对各类资产影响如何？研发精密模拟芯片产品；四乙基氢氧化铵在半导体清洗市场化应用；高纯石英砂应用于半导体等领域](https:\u002F\u002Fdaxue.sina.cn\u002Fdetail\u002Fgraphics\u002F1a3971a466489e1796dc092794f59956\u002Fd6b9b1233ab9)09-18 12:26[火线电报会员专享](https:\u002F\u002Fdaxue.sina.cn\u002Fcolumn\u002F1a3971a466489e1796dc092794f59956)\n*   [科技业绩兑现与供需格局改善为主要投资线索！稀缺晶圆代工铸就护城河，AI+特高压；聚焦先进封装，迈向全球领先封测企业；ETC芯片龙头](https:\u002F\u002Fdaxue.sina.cn\u002Fdetail\u002Fgraphics\u002Ff5443bd63a8b4e858b9225ffa008a6c6\u002Fc4223646b544)09-18 11:47[会选股会员专享](https:\u002F\u002Fdaxue.sina.cn\u002Fcolumn\u002Ff5443bd63a8b4e858b9225ffa008a6c6)\n\n## [](http:\u002F\u002Flive.finance.sina.com.cn\u002F)[股市直播](http:\u002F\u002Flive.finance.sina.com.cn\u002F)\n\n*   图文直播间\n*   视频直播间\n\n*   [![Image 50: 数字江恩](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002Fac791ff8\u002F20201116\u002FShuZiJiangEn.png\u002Fw120h120f1q80liv.png)### 数字江恩 2026-09-20 23:43:29 这里我们首先要讨论一个问题，就是轮回力度与轮回波动都必须是围绕轮回中心轴服务的。那么由此就得出一个道理，轮回中心轴是为了测算力度和波动率的问题，任何启动点与终结点必须有背叛所引发的。而背叛的参考依据是轮回力度波动及轮回中心轴的零度衰竭所构建的。发现很多人连最基础的背叛原理都没有搞清楚，本人也就真的无语了，如果连背叛，力度，波动率等都没有搞清楚，本人这节课也就不叫给大家补习了，而是有了另外一种说法，就是重修。也或许更多的人，需要去前面的文章里面重修。](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F2342117515)\n*   [![Image 51: 数字江恩](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002Fac791ff8\u002F20201116\u002FShuZiJiangEn.png\u002Fw120h120f1q80liv.png)### 数字江恩 2026-09-20 23:43:23 最近本人从别处知道写大家学习股知道的难题，这一节课文，本人就给基础差的同学补补课吧。重点是轮回力度，轮回波动，轮回中心轴零度衰竭的问题。](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F2342117515)\n*   [![Image 52: 数字江恩](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002Fac791ff8\u002F20201116\u002FShuZiJiangEn.png\u002Fw120h120f1q80liv.png)### 数字江恩 2026-09-20 23:43:18 现在社会浮躁，一切都在追求的捷径的路数，其实这势必造成一些投 机取巧的人趁机而为之。至少在市场里面，我不相信有一个可以走的捷径，至少要脚踏实地的去学习，去研究……每个人在市场里都应该有自我怜悯的心态，其实这 应该是一篇很好的课文主题，但是又有几个人能听本人啰嗦完毕呢？](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F2342117515)\n*   [![Image 53: 数字江恩](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002Fac791ff8\u002F20201116\u002FShuZiJiangEn.png\u002Fw120h120f1q80liv.png)### 数字江恩 2026-09-20 23:43:00 好久没有写股知道《轮回理论》了，看看八十七篇课文，竟然是4月19日写的，而今天已经是5月9日了。本人真不知道有多少人能认真的读读，本人呕心沥血是一个字一个字，敲打着键盘写出来的，写到这里，应该有十多万字了吧，或者更多，而又有多少人能静心的读一遍呢？](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F2342117515)\n*   [![Image 54: 数字江恩](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002Fac791ff8\u002F20201116\u002FShuZiJiangEn.png\u002Fw120h120f1q80liv.png)### 数字江恩 2026-09-20 23:42:53 股知道《轮回理论》之八十八：自我怜悯！！a](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F2342117515)\n*   [![Image 55: 趋势领涨](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002F496\u002Fw248h248\u002F20201127\u002Fc418-kentcvx7740289.jpg\u002Fw120h120f1q80liv.jpg)### 趋势领涨 2026-09-20 23:17:28 【周一（9月21日）重点关注财经事件和经济数据】①18:30 美联储古尔斯比发表讲话；②23:20 加拿大央行行长麦克勒姆发表讲话。](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F1658605145)\n*   [![Image 56: 趋势领涨](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002F496\u002Fw248h248\u002F20201127\u002Fc418-kentcvx7740289.jpg\u002Fw120h120f1q80liv.jpg)### 趋势领涨 2026-09-20 23:16:52 =加入潜伏擒牛VIP，享四大顶级服务=【1】购买VIP自动加入私密小直播间！【2】每周3-5只超短金股调入调出服务，适合实时看盘的投资者！【3】每周一份高端内部绝密文章：包含近期布局、热点版块、指数预判！【4】每月2~3只高端中线金股服务！（VIP超短、中线个股均有涉足，让上班族也能跟上VIP节奏！）现月课7.5折，1288元！季课6.9折，3558元，续费季度更划算！新朋友可先月课体验！点网址，直接买，订购地址：【更多独家重磅股市观点请点击】【更多独家重磅股市观点请点击】](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F1658605145)\n*   [![Image 57: 趋势领涨](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002F496\u002Fw248h248\u002F20201127\u002Fc418-kentcvx7740289.jpg\u002Fw120h120f1q80liv.jpg)### 趋势领涨 2026-09-20 23:16:31 一、外围环境越来越好：1、中米正在协商，关水有望得到落实这个是周末最大的利好消息，老大跟老二和好，至少不是坏消息，重点是在美国见面，所以，剩下的时间应该还有暖意融融，当然，懂的大家都懂，有些事不方便交流，大家就意会吧。2、老特：战争马上结束！周末，老特跟老伊又想开始谈判了，卡塔尔也说了，美国希望与伊朗达成协议。虽然老特的话不能相信，但只要能谈，对市场就是好消息，只要油价下来，全球通胀就会降温，对股市当然是利好。二、科技利好堆积：1、特朗普：不会限制AI发展 将组建一支“人工智能部队”。上次限制AI的消息，引发AI应用，AI硬件等相关个股连续大跌，现在老特再次重申不会限制AI的发展，对科技股当然是利好，主要利好人工智能方向；2、长鑫存储第五代内存技术正式量产。以后国内存储芯片就要走上国际舞台分一杯羹了，利好存储芯片方向。3、安森美半导体再发涨价函，新价格将于2026年10月10日起生效；4、美股科技股大涨，费城半导体指数收涨2.78%。闪迪大涨约11%，美光科技涨超3%。对A股市场科技硬件是利好。三、其他消息：1、美国据报拟放行中国新药授权交易。对创新药等方向是利好；2、美股加密货币概念大涨，Strategy涨超16%，利好A股市场区块链、数字货币等方向；3、Anthropic要推迟IPO。靴子不落地，AI就有炒作的理由；4、星河动力航天将于近期择机实施“谷神星一号海射型（遥八）”商业运载火箭发射任务。利好商业航天。；5、2026年家用服务机器人（sz300024）产业生态技术交流会将于9月23日在杭州召开。本周只有4个交易日，下周只有3个交易日，避险资金在这几天都会选择逐步撤离，所以，大家追涨需谨慎。](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F1658605145)\n*   [![Image 58: 趋势领涨](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002F496\u002Fw248h248\u002F20201127\u002Fc418-kentcvx7740289.jpg\u002Fw120h120f1q80liv.jpg)### 趋势领涨 2026-09-20 23:16:12 有人说炒股像赌.博，我觉得更像相亲，你得在茫茫人海中找到那个对的人，还得在对的时间表白。早一步，人家还没准备好；晚一步，人家已经跟别人跑了。不过，但话说回来，那些一天赚300%的人，是运气还是实力？是提前布局还是孤注一掷？咱们看到的永远是结果，看不到的是背后的心酸！所以，大家还要继续努力，别光羡慕别人吃肉，还要看到别人提前磨好的刀！回到大盘，上周五大盘量能回到2万亿上方，说明大盘是要完全回补3927点附近的缺口，今天一个高开就回补了，现在重点是，大盘在3950点附近的量能，如果能够继续放量，大盘攻击一下4000点，这个希望还是很大的，所以，大家还是要鼓起勇气，迎接一波节前红包吧，毕竟节日要到了，钱包鼓了，才能去消费、去旅游、去吃香喝辣的。总不能别人在景区人挤人，你在家里看别人人挤人吧？](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F1658605145)\n*   [![Image 59: 趋势领涨](https:\u002F\u002Fk.sinaimg.cn\u002Fn\u002Ffinance\u002F496\u002Fw248h248\u002F20201127\u002Fc418-kentcvx7740289.jpg\u002Fw120h120f1q80liv.jpg)### 趋势领涨 2026-09-20 23:15:52 一夜暴富的故事，在A股从来不是传说。“神股”从最低11.73元一路飙升到82.59元，有人一天就赚了300%，这就是一夜暴富！所以，A股市场不是没有牛股，关键是你要站对方向，选准时机。方向对了，猪都能飞上天；方向错了，神仙也得下，跪。](http:\u002F\u002Flive.finance.sina.com.cn\u002Fbozhu\u002F1658605145)\n\n[更多>](http:\u002F\u002Flive.finance.sina.com.cn\u002F)\n\n*   [最近访问](http:\u002F\u002Ffinance.sina.com.cn\u002Frealstock\u002Fcompany\u002Fsh000001\u002Fnc.shtml)\n*   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02\u002F[美方宣扬“永久控制”，丹麦否认“出让主权”，“格陵兰岛协议”谁是赢家？](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismkxi2645076.shtml)\n*   03\u002F[局势突变！美国驻巴林、阿曼、阿联酋、沙特、卡塔尔、科威特、约旦、以色列、黎巴嫩等国使馆，突发警告](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismvpc2530393.shtml)\n*   04\u002F[伊朗已向美方提出停战条件](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismkxf1845029.shtml)\n*   05\u002F[西贝否认倒闭！理记发文炮轰罗永浩：给贾国龙留条路](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismrff2643906.shtml)\n*   06\u002F[让中国“自愿限制”汽车出口？中方：坚决反对](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismrfk6918613.shtml)\n*   07\u002F[603061，半导体大牛股，逾百家机构调研！多只千亿市值科技股被盯上](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inismkxn7012835.shtml)\n*   08\u002F[莫迪突然对华连退三步，特朗普这次真是帮了中国一个大忙](https:\u002F\u002Ffinance.sina.com.cn\u002Froll\u002F2026-09-20\u002Fdoc-inisktzr2877859.shtml)\n*   09\u002F[下周，“高中签","新浪财经","2026-09-20T10:00:00Z",58,{"impact":59,"substance":227,"depth":17,"authority":44,"freshness":13,"relevant":19,"comment":228},14,"高校团队在WAFI2026发布可复制生态农业技术方案，属细分领域实质进展，但转载自环球网、缺乏数据细节，未达每日精选门槛。",[230],{"name":223,"url":220},[232,26,233,234,235],"中国农业大学","技术推广","绿色种植","生态农业",[],{"status":31,"locked":14,"version":32,"method":33,"evidence":238},{"candidates":239,"agricultural_evidence":82,"reason":275},[240,247,254,260,264,270],{"code":241,"score":44,"supported":82,"title":242,"abstract":243,"tags":246},"B1",[],[244,245],"番茄","黄瓜",[],{"code":248,"score":44,"supported":82,"title":249,"abstract":250,"tags":253},"F4",[],[251,252],"农药","绿色防控",[],{"code":255,"score":88,"supported":82,"title":256,"abstract":257,"tags":259},"H2",[],[258],"土壤",[],{"code":94,"score":88,"supported":82,"title":261,"abstract":262,"tags":263},[],[65],[],{"code":265,"score":266,"supported":14,"title":267,"abstract":268,"tags":269},"H8",2,[],[],[235,234],{"code":271,"score":19,"supported":14,"title":272,"abstract":273,"tags":274},"G1",[],[],[233],"多个产业证据相当，需要确认主归属",[277,278],"胡树文 五维生态优品","中国农业大学 平谷博士农场","胡树文五维生态优品-3028","2026-09-21T00:04:32.082508Z",{"id":282,"title":283,"url":284,"summary":285,"summary_zh":8,"content":8,"source_name":286,"source_url":8,"published_at":287,"category":167,"cover_url":8,"hotness":13,"is_selected":14,"score":288,"score_detail":289,"sources":292,"tags":294,"primary_topic":297,"secondary_topics":303,"classification":305,"search_phrases":322,"slug":325,"view_count":189,"doi":8,"paper":326,"created_at":333},2397,"System-Level Smart Robotic Harvesting for High-Value Greenhouse Crops: A Review","https:\u002F\u002Fwww.mdpi.com\u002F2073-4395\u002F16\u002F18\u002F1795","Agronomy 2026, 16(18):1795（2026-09-13）。江苏大学Junyi Wang等综述188项主要研究，以'具身智能'为分析视角连接感知、可采性评估、决策、操控、反馈、故障传播与恢复。研究表明系统集成是主要瓶颈：可观测性不完整、场景状态短、接触不确定性、结果验证弱导致完整任务成功率、有效下降效。提出六维生产相关评价体系。","MDPI Agronomy | 2026-09-13","2026-09-13T00:00:00Z",82,{"impact":57,"substance":290,"depth":57,"authority":227,"freshness":13,"relevant":19,"comment":291},22,"江苏大学团队基于188项研究的系统级综述，指出系统集成是可观测性、接触不确定性与故障恢复等瓶颈，并提出六维生产评价体系，对温室智能采摘研发具有较高参考价值。",[293],{"name":286,"url":284},[65,66,24,295,296],"采摘机器人","温室种植",{"code":298,"slug":299,"name":300,"path":301,"parent_code":302},"B7","protected-horticulture","设施园艺与植物工厂","\u002Ftopic\u002Fhorticulture\u002Fprotected-horticulture","B",[304],{"code":70,"slug":71,"name":72,"path":73,"parent_code":74},{"status":77,"locked":14,"version":32,"method":33,"evidence":306},{"candidates":307,"agricultural_evidence":82},[308,313,318],{"code":70,"score":13,"supported":82,"title":309,"abstract":311,"tags":312},[310],"robotic harvesting",[],[66,295],{"code":298,"score":121,"supported":82,"title":314,"abstract":316,"tags":317},[315],"greenhouse",[],[296],{"code":94,"score":19,"supported":14,"title":319,"abstract":320,"tags":321},[],[],[65],[323,324],"农业机器人 采摘机器人 具身智能 智慧农业","农业机器人 采摘机器人","农业机器人采摘机器人具身智能智慧农业-2397",{"doi":8,"openalex_id":8,"authors":327,"venue":8,"cited_by_count":41,"oa_url":8,"card":328,"direction":213,"ingested_from":215},[],{"tldr":329,"method":330,"finding":331,"direction":213,"opportunity":332},"综述188项研究，从具身智能视角分析温室高价值作物智能采收的系统集成瓶颈。","综述188项研究，以具身智能视角串联感知、可采性评估、决策、操控与反馈。","系统集成是主要瓶颈，可观测性不完整与接触不确定性导致完整任务成功率下降。","可探索面向温室采收的具身智能系统集成与六维生产评价体系，弥补任务级成功率验证空白。","2026-09-14T00:06:33.089876Z",{"id":335,"title":336,"url":337,"summary":338,"summary_zh":8,"content":339,"source_name":340,"source_url":8,"published_at":341,"category":167,"cover_url":8,"hotness":13,"is_selected":14,"score":342,"score_detail":343,"sources":346,"tags":348,"primary_topic":358,"secondary_topics":364,"classification":365,"search_phrases":379,"slug":382,"view_count":266,"doi":8,"paper":383,"created_at":385},1004,"Social Commerce, Acquaintance Networks, and Smallholder Income: The Case of Pinggu District Peach Farmers","https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640","原文标题: Social Commerce, Acquaintance Networks, and Smallholder Income: The Case of Pinggu District Peach Farmers。作者: Li Jiaxuan、Chi Liang、Zhu Mengshuai、Cheng Guodong、Zhou Xiangyang。DOI: 10.3390\u002Fagriculture16151640。基于2024年北京平谷区724户桃农调查数据，该研究考察基于微信的直接营销对桃农户人均净收入的影响，使用基准回归、倾向得分匹配和工具变量法应对选择偏差和潜在内生性。研究发现基于微信的直接营销显著增加农户收入，完全控制后的基准估计为人均净收入增加0.287对数点。机制分析表明，收入效应主要通过更高的平均销售价格传导；异质性分析进一步表明，对社交支出较高的家庭而言，效应更强，熟人网络嵌入有助于将社会关系转化为市场价值。","## 1. Introduction\n\nWith the rapid development of the digital economy, agricultural e-commerce has become an important channel for agricultural product circulation and rural market integration [[1](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B1-agriculture-16-01640),[2](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B2-agriculture-16-01640)]. Compared with traditional marketing systems centered on wholesale markets and intermediaries, e-commerce provides new opportunities for smallholder farmers to reach broader consumer markets, improve access to market information, and participate more directly in agricultural value chains [[3](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B3-agriculture-16-01640),[4](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B4-agriculture-16-01640),[5](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B5-agriculture-16-01640)]. In China, rural e-commerce has also been regarded as an important policy instrument for promoting agricultural product sales, linking smallholders with modern agriculture, and enabling rural households to share the benefits of digital development [[6](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B6-agriculture-16-01640),[7](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B7-agriculture-16-01640),[8](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B8-agriculture-16-01640),[9](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B9-agriculture-16-01640)]. Existing studies suggest that rural e-commerce can reduce transaction costs, expand market access, and contribute to household income growth and inclusive employment opportunities [[10](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B10-agriculture-16-01640),[11](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B11-agriculture-16-01640),[12](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B12-agriculture-16-01640),[13](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B13-agriculture-16-01640)]. However, these benefits are not automatically accessible to all smallholders. Many farmers still face barriers when entering e-commerce markets, including weak consumer trust in online agricultural products, difficulties in connecting with e-commerce supply chains, mismatches between small-scale production and diversified consumer demand, limited online operation capacity, and insufficient organizational coordination. As a result, smallholders often participate indirectly through intermediaries, enterprises, cooperatives, or other leading actors, remaining primary suppliers rather than independent market actors.\n\nIn recent years, the widespread use of mobile internet and social media has promoted the rapid development of social commerce, making it a new form of agricultural e-commerce. Social commerce integrates e-commerce and social networking, in which social interaction, user recommendations, trust mechanisms, and relationship-based communication play important roles in transactions [[14](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B14-agriculture-16-01640),[15](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B15-agriculture-16-01640),[16](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B16-agriculture-16-01640),[17](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B17-agriculture-16-01640),[18](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B18-agriculture-16-01640)]. In China, WeChat provides a low-threshold channel for smallholders to conduct online marketing and direct sales [[19](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B19-agriculture-16-01640)]. Other rapidly developing social-commerce modes in China include livestream marketing on Douyin, Kuaishou, and Taobao Live, which relies on algorithmic traffic, real-time product demonstrations, and host–viewer interaction to reach broad consumer groups [[20](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B20-agriculture-16-01640),[21](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B21-agriculture-16-01640)]. Recent studies have further examined farmers’ adoption of agricultural livestreaming e-commerce and the roles of platform support, streamer characteristics, product attributes, and livestreaming scenes in shaping farmer participation and consumer engagement [[22](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B22-agriculture-16-01640),[23](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B23-agriculture-16-01640)]. Compared with these livestreaming channels, WeChat-based direct marketing requires less investment in public-traffic acquisition and professional live operation and relies more strongly on private social networks, repeated communication, and pre-existing interpersonal trust, making it particularly suitable for smallholders and motivating this study’s specific focus on WeChat. Its distinctive feature lies in the embeddedness of transactions in an acquaintance society. Economic action is not isolated from social relations; market transactions are often embedded in social networks and shaped by trust, information flows, and relational constraints [[22](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B22-agriculture-16-01640),[23](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B23-agriculture-16-01640),[24](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B24-agriculture-16-01640),[25](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B25-agriculture-16-01640),[26](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B26-agriculture-16-01640),[27](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B27-agriculture-16-01640),[28](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B28-agriculture-16-01640)]. For fresh agricultural products, where quality is difficult to standardize and intrinsic attributes are not easily observed by consumers, information asymmetry is particularly strong [[29](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B29-agriculture-16-01640),[30](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B30-agriculture-16-01640)]. WeChat-based direct marketing can transform offline acquaintance relationships into online customer networks, while trust and reputation constraints may reduce perceived quality risks, restrain opportunistic behavior, and support repeated transactions [[31](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B31-agriculture-16-01640),[32](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B32-agriculture-16-01640),[33](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B33-agriculture-16-01640)].\n\nFrom the consumer perspective, trust is particularly important in social commerce because it reduces perceived quality and transaction risks and strengthens purchase intentions [[14](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B14-agriculture-16-01640),[18](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B18-agriculture-16-01640),[31](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B31-agriculture-16-01640),[32](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B32-agriculture-16-01640),[33](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B33-agriculture-16-01640)]. For fresh agricultural products, acquaintance-based communication, customer feedback, and reputation signals may help consumers evaluate product credibility when quality cannot be fully observed before purchase. A growing body of literature has examined rural e-commerce and farmers’ income. One strand of research focuses on how smallholders participate in e-commerce, suggesting that high platform entry costs, weak online operation capacity, limited digital skills, and insufficient supporting services often push smallholders toward indirect participation through enterprises, cooperatives, or e-commerce service providers. Studies on social capital and farmers’ e-commerce participation further show that social networks can affect farmers’ digital market entry, entrepreneurial behavior, and e-commerce performance [[34](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B34-agriculture-16-01640),[35](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B35-agriculture-16-01640)]. Other studies on agricultural digitalization, digital divides, and digital skills suggest that farmers’ ability to use digital tools remains an important condition for effective participation in online markets [[36](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B36-agriculture-16-01640),[37](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B37-agriculture-16-01640),[38](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B38-agriculture-16-01640),[39](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B39-agriculture-16-01640),[40](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B40-agriculture-16-01640)]. Some studies also show that smallholders can participate directly through social media applications, forming farmer-to-consumer sales channels [[41](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B41-agriculture-16-01640)]. Evidence from Africa, South Asia, and Latin America also indicates that mobile communication, digital market information, and internet-based channels can reduce information frictions and improve farmers’ market access and price outcomes [[42](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B42-agriculture-16-01640),[43](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B43-agriculture-16-01640),[44](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B44-agriculture-16-01640)]. Another strand examines the income effects of rural e-commerce and finds that e-commerce can increase farmers’ income by expanding sales channels, reducing transaction costs, alleviating information asymmetry, improving bargaining power, and increasing the market value of agricultural products. A further strand discusses the practical barriers faced by smallholders in accessing e-commerce markets, including weak product standardization, limited online marketing ability, inadequate logistics conditions, and high costs of connecting with downstream distribution channels. For fresh agricultural products, studies on farmers’ markets, short food supply chains, alternative food networks, and local food systems further suggest that direct producer–consumer connections can help communicate product quality, origin, freshness, and local identity, thereby strengthening consumer trust and market value [[42](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B42-agriculture-16-01640),[43](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B43-agriculture-16-01640),[44](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B44-agriculture-16-01640),[45](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B45-agriculture-16-01640),[46](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B46-agriculture-16-01640),[47](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B47-agriculture-16-01640),[48](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B48-agriculture-16-01640),[49](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B49-agriculture-16-01640),[50](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B50-agriculture-16-01640)].\n\nAlthough these studies provide an important basis for understanding rural e-commerce and farmers’ income growth, several issues remain underexplored. First, most existing studies treat rural e-commerce as a general phenomenon or focus mainly on platform-based e-commerce, while WeChat-based social commerce as a smallholder direct-marketing model has received less attention. Second, although many studies examine whether e-commerce increases farmers’ income, the selling-price mechanism through which WeChat-based direct marketing promotes income growth remains insufficiently examined. For fresh products such as peaches, income growth depends not only on whether farmers sell online, but also on whether they can obtain higher selling prices by bypassing intermediaries, matching differentiated consumer demand, and enhancing consumer trust. Third, the role of social network embeddedness in shaping heterogeneous income gains from social commerce has not been fully discussed.\n\nTo address these gaps, this study examines WeChat-based direct marketing among peach farmers in Pinggu District, Beijing, China. Pinggu peaches (Prunus persica (L.) Batsch) are a representative fresh agricultural product with strong regional characteristics, high quality heterogeneity, and high requirements for timely marketing, consumer trust, and logistics fulfillment. Based on field survey data collected from 724 peach-farming households in 2024, this study evaluates whether WeChat-based direct marketing increases smallholder income and further examines its underlying mechanism. Specifically, a benchmark regression model is first used to estimate the effect of WeChat-based direct marketing on farmers’ per capita net income from peach production. Propensity score matching and an instrumental variable approach are then employed to address potential selection bias and endogeneity. Several robustness checks are conducted, including replacing the dependent variable, using winsorized regression, and excluding special samples. Finally, this study tests whether WeChat-based direct marketing increases income by raising the average selling price of peaches and examines whether household social expenditure, which reflects farmers’ embeddedness in acquaintance society, affects this income effect.\n\nThis study contributes to the literature in three ways. First, it shifts the analytical focus from rural e-commerce in general or platform-based e-commerce to WeChat-based social commerce, providing micro-level evidence on a low-threshold direct-marketing model for smallholders. Second, it clarifies the mechanism underlying the income effect of e-commerce by examining whether WeChat-based direct marketing promotes income growth through price premiums. Third, it investigates whether farmers with different levels of embeddedness in acquaintance society benefit differently from WeChat-based direct marketing, thereby providing evidence on the inclusiveness and boundary conditions of social-commerce-based income growth. The remainder of this paper is organized as follows. [Section 2](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#sec2-agriculture-16-01640) develops the mechanism analysis and research hypotheses. [Section 3](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#sec3-agriculture-16-01640) describes the study area, data sources, variable measurement, and empirical strategy. [Section 4](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#sec4-agriculture-16-01640) presents the empirical results. [Section 5](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#sec5-agriculture-16-01640) discusses the main findings. [Section 6](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#sec6-agriculture-16-01640) concludes and proposes policy implications.\n\n## 2. Mechanism Analysis and Research Hypotheses\n\n### 2.1. WeChat-Based Direct Marketing as a Social Commerce Model for Smallholders\n\nWeChat (Tencent, Shenzhen, China)-based direct marketing refers to a social-commerce model in which smallholders use WeChat Moments, group chats, private messages, and friend-to-friend referrals to sell agricultural products directly to consumers. Unlike platform-based e-commerce, this model does not mainly depend on formal online stores, paid traffic, or complex platform rules. Instead, it relies on social interaction, acquaintance networks, private traffic, and relationship-based trust. For smallholders with limited digital skills, weak online operation capacity, and insufficient resources for platform-based marketing, WeChat-based direct marketing provides a relatively low-threshold way to enter digital markets [[14](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B14-agriculture-16-01640),[15](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B15-agriculture-16-01640),[16](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B16-agriculture-16-01640),[17](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B17-agriculture-16-01640),[18](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B18-agriculture-16-01640),[19](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B19-agriculture-16-01640),[36](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B36-agriculture-16-01640),[37](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B37-agriculture-16-01640),[38](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B38-agriculture-16-01640),[39](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B39-agriculture-16-01640),[40](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B40-agriculture-16-01640),[41](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B41-agriculture-16-01640)]. In the case of peach farmers, its operational logic can be understood from the following four aspects. In the case of peach farmers, the operational logic of WeChat-based direct marketing is illustrated in [Figure 1](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#fig_body_display_agriculture-16-01640-f001) and can be understood from the following four aspects.\n\n**Figure 1.** WeChat-based direct marketing model for smallholders.\n\nFirst, smallholders use WeChat to conduct business activities, thereby improving their e-commerce entrepreneurial capacity. In platform-based e-commerce, farmers often need to register stores, design product pages, purchase traffic, respond to platform rules, and maintain continuous online operations. These requirements may exceed the capacity of many small-scale farmers, especially where rural digital divides and unequal digital skills remain evident [[36](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B36-agriculture-16-01640),[37](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B37-agriculture-16-01640),[38](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B38-agriculture-16-01640),[39](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B39-agriculture-16-01640),[40](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B40-agriculture-16-01640)]. By contrast, WeChat-based direct marketing allows farmers to use familiar social media tools to publish peach information, display product quality, communicate with consumers, receive orders, and arrange delivery. Social media has been shown to provide direct marketers with opportunities to connect farmers and consumers, although lack of time and technical expertise may still constrain farmers’ active use of these channels [[41](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B41-agriculture-16-01640)]. In this way, farmers can conduct online marketing without fully entering formal e-commerce platforms. This reduces the initial cost of digital marketing and enables smallholders to participate in e-commerce within their familiar social and production environment.\n\nSecond, smallholders implement household intergenerational division of labor, thereby improving their production and marketing capacity. Smallholder households are usually organized around family labor. In peach production, older household members are often more familiar with orchard management, fruit thinning, bagging, harvesting, grading, and local trading practices, while younger members are generally more capable of using smartphones, WeChat, mobile payment, online communication, and express delivery services. WeChat-based direct marketing therefore makes it possible for household members to divide tasks between production and marketing. Older members continue to undertake orchard production and quality control, while younger members take responsibility for online promotion, customer communication, order processing, payment collection, and logistics coordination. This intergenerational cooperation helps smallholder households extend from the production stage to the sales stage and strengthens their ability to participate in agricultural value chains. Existing studies also show that agricultural digitalization is reshaping farmers’ production practices, information use, and marketing routines, while digital skills can affect farmers’ agricultural entrepreneurship by improving access to production credit, modern technologies, and social capital [[36](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B36-agriculture-16-01640),[37](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B37-agriculture-16-01640),[38](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B38-agriculture-16-01640),[39](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B39-agriculture-16-01640),[40](https:\u002F\u002Fwww.mdpi.com\u002F2077-0472\u002F16\u002F15\u002F1640#B40-agriculture-16-01640)].\n\nThird, smallholders embed commodity transactions in online acquaintance-based social networks, thereby improving their market transaction capacity. In traditional peach marketing, farmers often sell peaches to intermediaries and have limited direct contact","MDPI Agriculture 2026, 16(15), 1640 · 2026-08-24","2026-08-24T00:00:00Z",72,{"impact":173,"substance":58,"depth":57,"authority":17,"freshness":344,"relevant":19,"comment":345},7,"论文聚焦社交电商对农户收入的影响，基于平谷桃农案例，数据详实，结论有参考价值，但影响范围限于特定地区。",[347],{"name":340,"url":337},[349,350,26,351,352,353,354,355,356,357],"北京","MDPI Agriculture","社交电商","微信营销","熟人网络","桃农","724户","倾向得分匹配","工具变量",{"code":359,"slug":360,"name":361,"path":362,"parent_code":363},"G2","farm-services","社会化服务与规模经营","\u002Ftopic\u002Frural-services\u002Ffarm-services","G",[],{"status":77,"locked":14,"version":32,"method":33,"evidence":366},{"candidates":367,"agricultural_evidence":82},[368,373],{"code":359,"score":60,"supported":82,"title":369,"abstract":371,"tags":372},[370],"smallholder",[370],[],{"code":374,"score":88,"supported":82,"title":375,"abstract":376,"tags":378},"G6",[],[377],"农户收入",[],[380,381],"倾向得分匹配 工具变量 微信营销 熟人网络","倾向得分匹配 工具变量","倾向得分匹配工具变量微信营销熟人网络-1004",{"doi":8,"openalex_id":8,"authors":384,"venue":8,"cited_by_count":41,"oa_url":8,"card":8,"direction":8,"ingested_from":215},[],"2026-08-27T00:05:20.414961Z"]